Professional Certificate in Model Performance Metrics Essentials

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The Professional Certificate in Model Performance Metrics Essentials is a comprehensive course that equips learners with the indispensable skills required to evaluate and improve machine learning models' performance. This program is crucial in today's data-driven world, where businesses rely on accurate and efficient models to make informed decisions.

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About this course

With a strong emphasis on industry-relevant metrics and techniques, this course enables learners to assess models' reliability, accuracy, and robustness. It is designed to meet the increasing demand for professionals who can effectively evaluate and communicate model performance to stakeholders, making it an excellent choice for data scientists, machine learning engineers, and business analysts seeking to advance their careers. By the end of this course, learners will have honed their ability to select appropriate metrics for various machine learning tasks, interpret and visualize model performance results, and optimize models accordingly. This expertise is highly sought after in numerous industries, providing learners with a competitive edge in the job market and ensuring their continued success in the ever-evolving field of data science.

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Course Details

• Model Accuracy Metrics
• Regression Metrics: Mean Absolute Error (MAE), Mean Squared Error (MSE), Root Mean Squared Error (RMSE), R-squared
• Classification Metrics: Confusion Matrix, Accuracy, Precision, Recall, F1 Score, ROC Curve, AUC
• Cross-validation Techniques: K-Fold Cross-Validation, Stratified K-Fold Cross-Validation
• Handling Imbalanced Datasets: Oversampling, Undersampling, SMOTE
• Model Selection Metrics: Fit Score, Score Method, GridSearchCV, RandomizedSearchCV
• Performance Monitoring: Training and Testing Splits, Time Series Analysis, Model Drift

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Entry Requirements

  • Basic understanding of the subject matter
  • Proficiency in English language
  • Computer and internet access
  • Basic computer skills
  • Dedication to complete the course

No prior formal qualifications required. Course designed for accessibility.

Course Status

This course provides practical knowledge and skills for professional development. It is:

  • Not accredited by a recognized body
  • Not regulated by an authorized institution
  • Complementary to formal qualifications

You'll receive a certificate of completion upon successfully finishing the course.

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PROFESSIONAL CERTIFICATE IN MODEL PERFORMANCE METRICS ESSENTIALS
is awarded to
Learner Name
who has completed a programme at
London School of International Business (LSIB)
Awarded on
05 May 2025
Blockchain Id: s-1-a-2-m-3-p-4-l-5-e
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